Tbfl: A trusted blockchain-based federated learning system

Y Wu, G Chen, Y Liu, C Li, M Hu… - 2022 IEEE 24th Int Conf …, 2022 - ieeexplore.ieee.org
Federated learning (FL) is a promising distributed machine learning architecture that allows
participants to cooperatively train a global model without sharing local data. However, both …

[PDF][PDF] Securing federated learning with blockchain: A systematic literature review

Q Attia, K Ahmad, N Huansheng - 2022 - dlib.phenikaa-uni.edu.vn
Federated learning (FL) is a promising framework for distributed machine learning that trains
models without sharing local data while protecting privacy. FL exploits the concept of …

Using blockchain technologies to improve security in federated learning systems

AR Short, HC Leligou, M Papoutsidakis… - 2020 IEEE 44th …, 2020 - ieeexplore.ieee.org
The potential of Federated Learning (FL) deployment increases rapidly as the number of
connected devices increases, the value of artificial intelligence is recognized and …

Blockchain combined with Federated Learning technology research

W Dai, Z Liang, Y Huang, R Jiang… - 2023 IEEE 7th …, 2023 - ieeexplore.ieee.org
Federated learning has garnered significant attention and been widely explored in various
domains as a means to train models while preserving data privacy through local data …

A Blockchain-based federated learning framework for secure aggregation and fair incentives

XH Yang, TC Li - Connection Science, 2024 - Taylor & Francis
Federated Learning (FL) has gained prominence as a machine learning framework
incorporating privacy-preserving mechanisms. However, challenges such as poisoning …

Blockchain-enabled and multisignature-powered verifiable model for securing federated learning systems

AP Kalapaaking, I Khalil… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
The Internet of Things (IoT) is revolutionizing numerous industrial applications by employing
smart devices in manufacturing and industrial processes. Industries based on IoT generate …

Blockchain-enabled federated learning: A survey

Y Qu, MP Uddin, C Gan, Y Xiang, L Gao… - ACM Computing …, 2022 - dl.acm.org
Federated learning (FL) has experienced a boom in recent years, which is jointly promoted
by the prosperity of machine learning and Artificial Intelligence along with emerging privacy …

Blockchain-enabled: Multi-layered security federated learning platform for preserving data privacy

Z Mahmood, V Jusas - Electronics, 2022 - mdpi.com
Privacy and data security have become the new hot topic for regulators in recent years. As a
result, Federated Learning (FL)(also called collaborative learning) has emerged as a new …

DEFL: A Novel Blockchain Fully-Orchestrated Federated Learning Framework

B Boussofara, I Ayari, R Friji… - 2023 International …, 2023 - ieeexplore.ieee.org
During the last few years, federated Learning (FL), an AI paradigm shift, has become an
active research field, coming to allow the collaborative training of machine/deep learning …

A survey on secure and private federated learning using blockchain: Theory and application in resource-constrained computing

E Moore, A Imteaj, S Rezapour… - IEEE Internet of Things …, 2023 - ieeexplore.ieee.org
Federated learning (FL) has gained widespread popularity in recent years due to the fast
booming of advanced machine learning and artificial intelligence, along with emerging …